Hausa WHO-5 Performs as a Practical Depression Screen for Displaced Nigerians

Depression is often hidden in plain sight among internally displaced persons, where daily survival needs can crowd out mental health care and brief emotional suffering can harden into persistent illness. In Abuja, Nigeria, a validation study put the Hausa WHO-5 Well-Being Index to work as a screening tool for probable moderate-to-severe depressive symptoms in this vulnerable population. The design was straightforward but clinically important: 264 internally displaced persons completed the Hausa WHO-5 and the PHQ-9, allowing investigators to test whether a short well-being scale could serve as a credible bridge to earlier case finding.

A screening instrument only matters if it behaves well in the hands of real patients, under real-world constraints. That is the central question this study addressed.

Internal Consistency and Factor Structure Held Up in the Hausa Version

The psychometric work focused first on whether the translated measure functioned as a coherent scale rather than a loose collection of related items. Internal consistency was examined with ordinal Cronbach’s alpha and McDonald’s omega, a sensible choice when the response structure is ordinal and the goal is to capture the reliability of latent well-being rather than surface agreement alone. Factorial validity was then tested with a one-factor confirmatory factor analysis using the weighted least squares mean and variance adjusted estimator, a method well suited to this kind of questionnaire data.

Those analyses matter because depression screening in displaced populations often depends on tools that are brief, understandable, and robust enough to survive translation without losing their clinical meaning. If a measure collapses under linguistic adaptation, it can overcall distress, miss cases, or blur the boundary between transient hardship and depressive disorder. A stable factor structure suggests the Hausa WHO-5 retained its intended construct: a single underlying dimension of well-being that can meaningfully separate lower from higher psychological burden.

The WHO-5 Tracked Depressive Symptoms in the Expected Direction

Construct validity was evaluated through the Spearman correlation between Hausa WHO-5 scores and PHQ-9 scores. That relationship is clinically intuitive. A well-being scale should move inversely with depressive symptom burden: as mood, energy, and interest decline, WHO-5 scores should fall while PHQ-9 scores rise. When two instruments align in that direction, the translated screen is doing more than generating numbers; it is reflecting the same clinical state through a different lens.

For clinicians working in humanitarian settings, that kind of alignment is not a statistical nicety. It is what makes a short instrument useful in crowded clinics, mobile outreach services, and community screening programs where mental health specialists are scarce and time is limited. A credible well-being measure can help identify people who may otherwise present with somatic complaints, exhaustion, or nonspecific distress rather than directly reporting depressed mood.

Cut-Point Testing Points to a Screening Threshold of ≤28

Receiver operating characteristic analysis was used to evaluate performance across screening thresholds, including a cut-point of ≤28. The abstract identifies that threshold explicitly and frames it as part of the search for an optimal balance between sensitivity and specificity for probable moderate-to-severe depressive symptoms. In practice, a lower cut-point on a well-being index typically shifts the screen toward greater specificity, reducing false positives while preserving a meaningful signal for people most likely to need follow-up assessment.

For displaced communities, that balance is not abstract. Over-referral can overwhelm fragile care pathways, but under-detection leaves severe depressive symptoms untreated. A usable cut-point on the Hausa WHO-5 offers a way to triage attention without forcing frontline workers to administer longer psychiatric interviews to every patient. It also supports stepped care: brief screening first, followed by fuller evaluation for those who screen positive.

Why a Well-Being Measure Can Work Where Full Psychiatric Assessment Cannot

The appeal of the WHO-5 is its clinical economy. It measures positive well-being rather than asking directly for symptom counts, and that can be especially useful in settings where stigma, limited literacy, and crisis fatigue shape how people describe emotional suffering. Among internally displaced persons, trauma exposure, loss of livelihood, family separation, and uncertainty about safety can all intensify depression risk. A brief, culturally adapted tool can lower the barrier to recognition when a longer diagnostic process is not feasible.

This study also speaks to the broader problem of measurement transferability. A tool developed in one language and setting cannot be assumed to perform the same way after translation. Psychometric validation is the safeguard against that assumption. By examining reliability, factor structure, and convergence with the PHQ-9, the investigators tested whether the Hausa version still behaved like a depression-relevant instrument rather than a diluted translation.

What the Abuja Data Mean for Frontline Mental Health Screening

In a population with limited access to mental health and psychosocial support, a valid brief screen can change the speed at which suffering becomes visible. The data from 264 IDPs in Abuja suggest that the Hausa WHO-5 is not merely understandable in translation; it is psychometrically defensible as a screening option for probable moderate-to-severe depressive symptoms. The presence of a proposed cut-point strengthens its utility for field work, where clinicians and community health staff need an actionable threshold rather than an abstract scale score.

The remaining questions are practical ones. Performance outside Abuja, in other Hausa-speaking displaced populations, may differ. Threshold behavior can shift with prevalence, trauma burden, comorbid anxiety, and the exact make-up of the screening pathway. Even so, the study establishes a useful starting point: a short, translated well-being scale with evidence of reliability, valid structure, and meaningful correlation with a standard depression measure.

For humanitarian mental health programs, that is the kind of evidence that can move screening from improvised to structured without adding much burden to already strained services.


Reporting by Dr. David Thorne, MD, FAAN for Medicine World Foundation, with additional data provided by CMAJ.